Overview

Dataset statistics

Number of variables22
Number of observations29503
Missing cells104176
Missing cells (%)16.1%
Duplicate rows24
Duplicate rows (%)0.1%
Total size in memory5.0 MiB
Average record size in memory176.0 B

Variable types

NUM13
CAT6
BOOL2
URL1

Reproduction

Analysis started2021-11-19 20:36:35.382126
Analysis finished2021-11-19 20:38:03.177671
Duration1 minute and 27.8 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Dataset has 24 (0.1%) duplicate rows Duplicates
song_id has a high cardinality: 29386 distinct values High cardinality
performer has a high cardinality: 10059 distinct values High cardinality
song has a high cardinality: 24359 distinct values High cardinality
spotify_genre has a high cardinality: 3375 distinct values High cardinality
spotify_track_id has a high cardinality: 24177 distinct values High cardinality
spotify_track_album has a high cardinality: 13125 distinct values High cardinality
spotify_genre has 1600 (5.4%) missing values Missing
spotify_track_id has 5106 (17.3%) missing values Missing
spotify_track_preview_url has 15012 (50.9%) missing values Missing
spotify_track_duration_ms has 5106 (17.3%) missing values Missing
spotify_track_explicit has 5106 (17.3%) missing values Missing
spotify_track_album has 5112 (17.3%) missing values Missing
danceability has 5169 (17.5%) missing values Missing
energy has 5169 (17.5%) missing values Missing
key has 5169 (17.5%) missing values Missing
loudness has 5169 (17.5%) missing values Missing
mode has 5169 (17.5%) missing values Missing
speechiness has 5169 (17.5%) missing values Missing
acousticness has 5169 (17.5%) missing values Missing
instrumentalness has 5169 (17.5%) missing values Missing
liveness has 5169 (17.5%) missing values Missing
valence has 5169 (17.5%) missing values Missing
tempo has 5169 (17.5%) missing values Missing
time_signature has 5169 (17.5%) missing values Missing
spotify_track_popularity has 5106 (17.3%) missing values Missing
song_id is uniformly distributed Uniform
song is uniformly distributed Uniform
spotify_track_id is uniformly distributed Uniform
key has 3035 (10.3%) zeros Zeros
instrumentalness has 10079 (34.2%) zeros Zeros

Variables

song_id
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count29386
Unique (%)99.6%
Missing0
Missing (%)0.0%
Memory size230.5 KiB
It's The Most Wonderful Time Of The YearAndy Williams
 
2
Even Though I'm LeavingLuke Combs
 
2
CoolJonas Brothers
 
2
24/7Meek Mill Featuring Ella Mai
 
2
Middle ChildJ. Cole
 
2
Other values (29381)
29493
ValueCountFrequency (%) 
It's The Most Wonderful Time Of The YearAndy Williams2< 0.1%
 
Even Though I'm LeavingLuke Combs2< 0.1%
 
CoolJonas Brothers2< 0.1%
 
24/7Meek Mill Featuring Ella Mai2< 0.1%
 
Middle ChildJ. Cole2< 0.1%
 
Sunflower (Spider-Man: Into The Spider-Verse)Post Malone & Swae Lee2< 0.1%
 
Only HumanJonas Brothers2< 0.1%
 
Good As YouKane Brown2< 0.1%
 
Life Goes OnBTS2< 0.1%
 
Wish WishDJ Khaled Featuring Cardi B & 21 Savage2< 0.1%
 
Other values (29376)2948399.9%
 
2021-11-19T12:38:03.416672image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Length

Max length123
Median length29
Mean length31.618954
Min length5

performer
Categorical

HIGH CARDINALITY

Distinct count10059
Unique (%)34.1%
Missing0
Missing (%)0.0%
Memory size230.5 KiB
Glee Cast
 
183
Taylor Swift
 
119
Drake
 
99
The Beatles
 
65
Aretha Franklin
 
64
Other values (10054)
28973
ValueCountFrequency (%) 
Glee Cast1830.6%
 
Taylor Swift1190.4%
 
Drake990.3%
 
The Beatles650.2%
 
Aretha Franklin640.2%
 
Elton John580.2%
 
The Rolling Stones570.2%
 
The Beach Boys540.2%
 
Stevie Wonder540.2%
 
Elvis Presley With The Jordanaires530.2%
 
Other values (10049)2869797.3%
 
2021-11-19T12:38:03.651674image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Length

Max length113
Median length12
Mean length15.06450192
Min length1

song
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count24359
Unique (%)82.6%
Missing0
Missing (%)0.0%
Memory size230.5 KiB
Hold On
 
17
Stay
 
14
Forever
 
14
Angel
 
14
You
 
14
Other values (24354)
29430
ValueCountFrequency (%) 
Hold On170.1%
 
Stay14< 0.1%
 
Forever14< 0.1%
 
Angel14< 0.1%
 
You14< 0.1%
 
Happy13< 0.1%
 
Without You12< 0.1%
 
Runaway12< 0.1%
 
Smile12< 0.1%
 
Hallelujah11< 0.1%
 
Other values (24349)2937099.5%
 
2021-11-19T12:38:03.882838image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Length

Max length75
Median length15
Mean length16.55553673
Min length1

spotify_genre
Categorical

HIGH CARDINALITY
MISSING

Distinct count3375
Unique (%)12.1%
Missing1600
Missing (%)5.4%
Memory size230.5 KiB
[]
 
2557
['contemporary country', 'country', 'country road']
 
326
['contemporary country', 'country', 'country road', 'modern country rock']
 
294
['dance pop', 'pop', 'post-teen pop']
 
285
['glee club', 'hollywood', 'post-teen pop']
 
206
Other values (3370)
24235
ValueCountFrequency (%) 
[]25578.7%
 
['contemporary country', 'country', 'country road']3261.1%
 
['contemporary country', 'country', 'country road', 'modern country rock']2941.0%
 
['dance pop', 'pop', 'post-teen pop']2851.0%
 
['glee club', 'hollywood', 'post-teen pop']2060.7%
 
['canadian hip hop', 'canadian pop', 'hip hop', 'pop rap', 'rap', 'toronto rap']1470.5%
 
['deep adult standards']1290.4%
 
['adult standards', 'easy listening', 'lounge']1290.4%
 
['bubblegum pop']1270.4%
 
['pop', 'post-teen pop']1160.4%
 
Other values (3365)2358779.9%
 
(Missing)16005.4%
 
2021-11-19T12:38:04.077207image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Length

Max length319
Median length58
Mean length63.11903874
Min length2

spotify_track_id
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count24177
Unique (%)99.1%
Missing5106
Missing (%)17.3%
Memory size230.5 KiB
2QpGZOhTCHHiKmpSO9FW4h
 
4
1GeNui6m825V8jP4uKiIaH
 
4
249gnXrbfmV8NG6jTEMSwD
 
4
2pXpURmn6zC5ZYDMms6fwa
 
3
0iA1unTbTbDOWUSlbwJ1pS
 
3
Other values (24172)
24379
ValueCountFrequency (%) 
2QpGZOhTCHHiKmpSO9FW4h4< 0.1%
 
1GeNui6m825V8jP4uKiIaH4< 0.1%
 
249gnXrbfmV8NG6jTEMSwD4< 0.1%
 
2pXpURmn6zC5ZYDMms6fwa3< 0.1%
 
0iA1unTbTbDOWUSlbwJ1pS3< 0.1%
 
25leEEaz1gIpp7o21Fqyjo3< 0.1%
 
3HVWdVOQ0ZA45FuZGSfvns3< 0.1%
 
3mRM4NM8iO7UBqrSigCQFH3< 0.1%
 
3Jw2A9SC8zhntx4ON9VabX2< 0.1%
 
3RzcoFkZ0AOp2nH71jP5042< 0.1%
 
Other values (24167)2436682.6%
 
(Missing)510617.3%
 
2021-11-19T12:38:04.313288image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Length

Max length22
Median length22
Mean length18.71172423
Min length3
Distinct count14371
Unique (%)99.2%
Missing15012
Missing (%)50.9%
Memory size230.5 KiB
https://p.scdn.co/mp3-preview/909f15e56869916ec4a0b8bc846c6282fab32a44?cid=b8d3901151d34489a160e3cf0ab1fa94
 
4
https://p.scdn.co/mp3-preview/9dc29ff47cbdda2d3c5a66b3fabf9c7420f62950?cid=b8d3901151d34489a160e3cf0ab1fa94
 
4
https://p.scdn.co/mp3-preview/d50d2c9b3b4f9522b5a1f6aba3eef17a3b1ad8bf?cid=b8d3901151d34489a160e3cf0ab1fa94
 
3
https://p.scdn.co/mp3-preview/40d2bf0a16b4a4c7e5747a57943f9c0bbf5bc5ab?cid=b8d3901151d34489a160e3cf0ab1fa94
 
3
https://p.scdn.co/mp3-preview/d4bc22abe2badf30a4be265e3ed00710fe71ca0a?cid=b8d3901151d34489a160e3cf0ab1fa94
 
3
Other values (14366)
14474
(Missing)
15012
ValueCountFrequency (%) 
https://p.scdn.co/mp3-preview/909f15e56869916ec4a0b8bc846c6282fab32a44?cid=b8d3901151d34489a160e3cf0ab1fa944< 0.1%
 
https://p.scdn.co/mp3-preview/9dc29ff47cbdda2d3c5a66b3fabf9c7420f62950?cid=b8d3901151d34489a160e3cf0ab1fa944< 0.1%
 
https://p.scdn.co/mp3-preview/d50d2c9b3b4f9522b5a1f6aba3eef17a3b1ad8bf?cid=b8d3901151d34489a160e3cf0ab1fa943< 0.1%
 
https://p.scdn.co/mp3-preview/40d2bf0a16b4a4c7e5747a57943f9c0bbf5bc5ab?cid=b8d3901151d34489a160e3cf0ab1fa943< 0.1%
 
https://p.scdn.co/mp3-preview/d4bc22abe2badf30a4be265e3ed00710fe71ca0a?cid=b8d3901151d34489a160e3cf0ab1fa943< 0.1%
 
https://p.scdn.co/mp3-preview/4826dc0c324e562c2810137b967e34d998a0dec9?cid=b8d3901151d34489a160e3cf0ab1fa942< 0.1%
 
https://p.scdn.co/mp3-preview/6d9117232204a352333ba7f29a9f6534c8457a9e?cid=b8d3901151d34489a160e3cf0ab1fa942< 0.1%
 
https://p.scdn.co/mp3-preview/18a4b26ead90425c3b671deb85eb2f74521a7614?cid=b8d3901151d34489a160e3cf0ab1fa942< 0.1%
 
https://p.scdn.co/mp3-preview/49cc18d925f58e9c8c9bc3e6d75038d87fd4f8da?cid=b8d3901151d34489a160e3cf0ab1fa942< 0.1%
 
https://p.scdn.co/mp3-preview/e028e330ed9f9d517d3e6a9180fd834fdefafebb?cid=b8d3901151d34489a160e3cf0ab1fa942< 0.1%
 
Other values (14361)1446449.0%
 
(Missing)1501250.9%
 
ValueCountFrequency (%) 
https1449149.1%
 
(Missing)1501250.9%
 
ValueCountFrequency (%) 
p.scdn.co1449149.1%
 
(Missing)1501250.9%
 
ValueCountFrequency (%) 
/mp3-preview/909f15e56869916ec4a0b8bc846c6282fab32a444< 0.1%
 
/mp3-preview/9dc29ff47cbdda2d3c5a66b3fabf9c7420f629504< 0.1%
 
/mp3-preview/d50d2c9b3b4f9522b5a1f6aba3eef17a3b1ad8bf3< 0.1%
 
/mp3-preview/40d2bf0a16b4a4c7e5747a57943f9c0bbf5bc5ab3< 0.1%
 
/mp3-preview/d4bc22abe2badf30a4be265e3ed00710fe71ca0a3< 0.1%
 
/mp3-preview/cef4883cfd1e0e5312be7ccce98176cff46d78792< 0.1%
 
/mp3-preview/4826dc0c324e562c2810137b967e34d998a0dec92< 0.1%
 
/mp3-preview/6d9117232204a352333ba7f29a9f6534c8457a9e2< 0.1%
 
/mp3-preview/18a4b26ead90425c3b671deb85eb2f74521a76142< 0.1%
 
/mp3-preview/49cc18d925f58e9c8c9bc3e6d75038d87fd4f8da2< 0.1%
 
Other values (14361)1446449.0%
 
(Missing)1501250.9%
 
ValueCountFrequency (%) 
cid=b8d3901151d34489a160e3cf0ab1fa941449149.1%
 
(Missing)1501250.9%
 
ValueCountFrequency (%) 
1449149.1%
 
(Missing)1501250.9%
 

spotify_track_duration_ms
Real number (ℝ≥0)

MISSING

Distinct count13984
Unique (%)57.3%
Missing5106
Missing (%)17.3%
Infinite0
Infinite (%)0.0%
Mean220684.25818748208
Minimum29688.0
Maximum3079157.0
Zeros0
Zeros (%)0.0%
Memory size230.5 KiB
2021-11-19T12:38:04.528404image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum29688
5-th percentile135660.8
Q1175053
median214850
Q3253253
95-th percentile327752
Maximum3079157
Range3049469
Interquartile range (IQR)78200

Descriptive statistics

Standard deviation67746.70686
Coefficient of variation (CV)0.3069847728
Kurtosis146.2472513
Mean220684.2582
Median Absolute Deviation (MAD)39150
Skewness4.97287579
Sum5384033847
Variance4589616290
2021-11-19T12:38:04.701706image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20573310< 0.1%
 
16000010< 0.1%
 
2800009< 0.1%
 
1615339< 0.1%
 
2314009< 0.1%
 
2513339< 0.1%
 
2294669< 0.1%
 
1960009< 0.1%
 
2272669< 0.1%
 
2010008< 0.1%
 
Other values (13974)2430682.4%
 
(Missing)510617.3%
 
ValueCountFrequency (%) 
296881< 0.1%
 
370131< 0.1%
 
462531< 0.1%
 
480001< 0.1%
 
492921< 0.1%
 
ValueCountFrequency (%) 
30791571< 0.1%
 
15611331< 0.1%
 
13670931< 0.1%
 
11241531< 0.1%
 
10085331< 0.1%
 
Distinct count2
Unique (%)< 0.1%
Missing5106
Missing (%)17.3%
Memory size230.5 KiB
False
21449
True
 
2948
(Missing)
5106
ValueCountFrequency (%) 
False2144972.7%
 
True294810.0%
 
(Missing)510617.3%
 

spotify_track_album
Categorical

HIGH CARDINALITY
MISSING

Distinct count13125
Unique (%)53.8%
Missing5112
Missing (%)17.3%
Memory size230.5 KiB
Greatest Hits
 
247
Glee: The Musi
 
110
Gold
 
65
The Definitive Collection
 
59
Super Hits
 
55
Other values (13120)
23855
ValueCountFrequency (%) 
Greatest Hits2470.8%
 
Glee: The Musi1100.4%
 
Gold650.2%
 
The Definitive Collection590.2%
 
Super Hits550.2%
 
Capitol Collectors Series490.2%
 
Anthology370.1%
 
20 Greatest Hits360.1%
 
Love Songs320.1%
 
Stax-Volt: The Complete Singles 1959-1968250.1%
 
Other values (13115)2367680.2%
 
(Missing)511217.3%
 
2021-11-19T12:38:04.912775image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Length

Max length2688
Median length15
Mean length63.13998576
Min length1

danceability
Real number (ℝ≥0)

MISSING

Distinct count837
Unique (%)3.4%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean0.5999449741102985
Minimum0.0
Maximum0.988
Zeros1
Zeros (%)< 0.1%
Memory size230.5 KiB
2021-11-19T12:38:05.076241image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0.329
Q10.499
median0.608
Q30.708
95-th percentile0.845
Maximum0.988
Range0.988
Interquartile range (IQR)0.209

Descriptive statistics

Standard deviation0.1531328317
Coefficient of variation (CV)0.2552447946
Kurtosis-0.2350591204
Mean0.5999449741
Median Absolute Deviation (MAD)0.104
Skewness-0.2365619072
Sum14599.061
Variance0.02344966413
2021-11-19T12:38:05.246453image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.637860.3%
 
0.628820.3%
 
0.674820.3%
 
0.652810.3%
 
0.66800.3%
 
0.602790.3%
 
0.61790.3%
 
0.551770.3%
 
0.589760.3%
 
0.669740.3%
 
Other values (827)2353879.8%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
01< 0.1%
 
0.1031< 0.1%
 
0.1051< 0.1%
 
0.1071< 0.1%
 
0.111< 0.1%
 
ValueCountFrequency (%) 
0.9881< 0.1%
 
0.9861< 0.1%
 
0.9811< 0.1%
 
0.982< 0.1%
 
0.9782< 0.1%
 

energy
Real number (ℝ≥0)

MISSING

Distinct count985
Unique (%)4.0%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean0.6180960664502342
Minimum0.000581
Maximum0.997
Zeros0
Zeros (%)0.0%
Memory size230.5 KiB
2021-11-19T12:38:05.411724image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0.000581
5-th percentile0.26865
Q10.476
median0.634
Q30.778
95-th percentile0.91335
Maximum0.997
Range0.996419
Interquartile range (IQR)0.302

Descriptive statistics

Standard deviation0.1990776548
Coefficient of variation (CV)0.3220820607
Kurtosis-0.5964968364
Mean0.6180960665
Median Absolute Deviation (MAD)0.15
Skewness-0.3292516288
Sum15040.74968
Variance0.03963191264
2021-11-19T12:38:05.587696image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.73620.2%
 
0.671580.2%
 
0.727580.2%
 
0.72580.2%
 
0.804570.2%
 
0.743570.2%
 
0.641560.2%
 
0.61560.2%
 
0.703540.2%
 
0.623540.2%
 
Other values (975)2376480.5%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
0.0005811< 0.1%
 
0.01811< 0.1%
 
0.02011< 0.1%
 
0.02041< 0.1%
 
0.0211< 0.1%
 
ValueCountFrequency (%) 
0.9971< 0.1%
 
0.9962< 0.1%
 
0.9954< 0.1%
 
0.9945< 0.1%
 
0.9936< 0.1%
 

key
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count12
Unique (%)< 0.1%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean5.231651187638695
Minimum0.0
Maximum11.0
Zeros3035
Zeros (%)10.3%
Memory size230.5 KiB
2021-11-19T12:38:05.759292image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q12
median5
Q38
95-th percentile11
Maximum11
Range11
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.560210518
Coefficient of variation (CV)0.6805137403
Kurtosis-1.290505415
Mean5.231651188
Median Absolute Deviation (MAD)3
Skewness0.001457898841
Sum127307
Variance12.67509893
2021-11-19T12:38:05.930744image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0303510.3%
 
728529.7%
 
225028.5%
 
924488.3%
 
521837.4%
 
121817.4%
 
418856.4%
 
1017736.0%
 
1117025.8%
 
815195.1%
 
Other values (2)22547.6%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
0303510.3%
 
121817.4%
 
225028.5%
 
38192.8%
 
418856.4%
 
ValueCountFrequency (%) 
1117025.8%
 
1017736.0%
 
924488.3%
 
815195.1%
 
728529.7%
 

loudness
Real number (ℝ)

MISSING

Distinct count11165
Unique (%)45.9%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean-8.664606969672064
Minimum-28.03
Maximum2.291
Zeros0
Zeros (%)0.0%
Memory size230.5 KiB
2021-11-19T12:38:06.097212image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum-28.03
5-th percentile-15.06935
Q1-11.034
median-8.205
Q3-5.85625
95-th percentile-3.703
Maximum2.291
Range30.321
Interquartile range (IQR)5.17775

Descriptive statistics

Standard deviation3.601118745
Coefficient of variation (CV)-0.4156124747
Kurtosis0.3474572723
Mean-8.66460697
Median Absolute Deviation (MAD)2.538
Skewness-0.6487828184
Sum-210844.546
Variance12.96805621
2021-11-19T12:38:06.270169image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-5.31810< 0.1%
 
-9.08810< 0.1%
 
-7.07610< 0.1%
 
-5.1810< 0.1%
 
-5.0769< 0.1%
 
-5.799< 0.1%
 
-8.7499< 0.1%
 
-5.9879< 0.1%
 
-6.8369< 0.1%
 
-8.3028< 0.1%
 
Other values (11155)2424182.2%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
-28.031< 0.1%
 
-27.8611< 0.1%
 
-27.1191< 0.1%
 
-27.011< 0.1%
 
-26.8261< 0.1%
 
ValueCountFrequency (%) 
2.2911< 0.1%
 
0.1751< 0.1%
 
-0.4631< 0.1%
 
-0.5071< 0.1%
 
-0.5171< 0.1%
 

mode
Boolean

MISSING

Distinct count2
Unique (%)< 0.1%
Missing5169
Missing (%)17.5%
Memory size230.5 KiB
1
17695
0
6639
(Missing)
5169
ValueCountFrequency (%) 
11769560.0%
 
0663922.5%
 
(Missing)516917.5%
 

speechiness
Real number (ℝ≥0)

MISSING

Distinct count1230
Unique (%)5.1%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean0.07355373962357196
Minimum0.0
Maximum0.951
Zeros1
Zeros (%)< 0.1%
Memory size230.5 KiB
2021-11-19T12:38:06.435134image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0.027
Q10.0321
median0.0413
Q30.0683
95-th percentile0.268
Maximum0.951
Range0.951
Interquartile range (IQR)0.0362

Descriptive statistics

Standard deviation0.08315294367
Coefficient of variation (CV)1.130505996
Kurtosis12.49501975
Mean0.07355373962
Median Absolute Deviation (MAD)0.0116
Skewness3.161387843
Sum1789.8567
Variance0.006914412041
2021-11-19T12:38:06.604613image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.02951180.4%
 
0.02871160.4%
 
0.03031150.4%
 
0.02991140.4%
 
0.02941130.4%
 
0.03171120.4%
 
0.0291110.4%
 
0.03191100.4%
 
0.03061100.4%
 
0.02931090.4%
 
Other values (1220)2320678.7%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
01< 0.1%
 
0.0221< 0.1%
 
0.02211< 0.1%
 
0.02245< 0.1%
 
0.02253< 0.1%
 
ValueCountFrequency (%) 
0.9511< 0.1%
 
0.9241< 0.1%
 
0.9131< 0.1%
 
0.8941< 0.1%
 
0.8881< 0.1%
 

acousticness
Real number (ℝ≥0)

MISSING

Distinct count3057
Unique (%)12.6%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean0.2946349385551081
Minimum2.51e-06
Maximum0.991
Zeros0
Zeros (%)0.0%
Memory size230.5 KiB
2021-11-19T12:38:06.772188image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum2.51e-06
5-th percentile0.00265
Q10.0467
median0.195
Q30.508
95-th percentile0.839
Maximum0.991
Range0.99099749
Interquartile range (IQR)0.4613

Descriptive statistics

Standard deviation0.2822998323
Coefficient of variation (CV)0.9581342719
Kurtosis-0.7203809464
Mean0.2946349386
Median Absolute Deviation (MAD)0.1748
Skewness0.7615942476
Sum7169.646595
Variance0.07969319533
2021-11-19T12:38:06.939820image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.117500.2%
 
0.111480.2%
 
0.107470.2%
 
0.101470.2%
 
0.113470.2%
 
0.105450.2%
 
0.114450.2%
 
0.13450.2%
 
0.104440.1%
 
0.108440.1%
 
Other values (3047)2387280.9%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
2.51e-061< 0.1%
 
3.28e-061< 0.1%
 
3.29e-061< 0.1%
 
5.67e-061< 0.1%
 
7.81e-061< 0.1%
 
ValueCountFrequency (%) 
0.9911< 0.1%
 
0.992< 0.1%
 
0.9891< 0.1%
 
0.9884< 0.1%
 
0.9875< 0.1%
 

instrumentalness
Real number (ℝ≥0)

MISSING
ZEROS

Distinct count4424
Unique (%)18.2%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean0.03253903274102079
Minimum0.0
Maximum0.982
Zeros10079
Zeros (%)34.2%
Memory size230.5 KiB
2021-11-19T12:38:07.098966image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0
Q10
median4.53e-06
Q30.00046
95-th percentile0.16935
Maximum0.982
Range0.982
Interquartile range (IQR)0.00046

Descriptive statistics

Standard deviation0.13627614
Coefficient of variation (CV)4.188082083
Kurtosis25.5874268
Mean0.03253903274
Median Absolute Deviation (MAD)4.53e-06
Skewness5.04044
Sum791.8048227
Variance0.01857118633
2021-11-19T12:38:07.267520image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
01007934.2%
 
1.16e-06250.1%
 
1.03e-05250.1%
 
1.17e-06190.1%
 
1.2e-06190.1%
 
1.1e-06180.1%
 
1.19e-05180.1%
 
1.05e-05180.1%
 
0.000104180.1%
 
1.23e-05180.1%
 
Other values (4414)1407747.7%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
01007934.2%
 
1e-064< 0.1%
 
1.01e-06170.1%
 
1.02e-0614< 0.1%
 
1.03e-06150.1%
 
ValueCountFrequency (%) 
0.9822< 0.1%
 
0.9811< 0.1%
 
0.9781< 0.1%
 
0.9662< 0.1%
 
0.9652< 0.1%
 

liveness
Real number (ℝ≥0)

MISSING

Distinct count1611
Unique (%)6.6%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean0.19209814950275333
Minimum0.00967
Maximum0.999
Zeros0
Zeros (%)0.0%
Memory size230.5 KiB
2021-11-19T12:38:07.430051image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0.00967
5-th percentile0.0521
Q10.0909
median0.131
Q30.24875
95-th percentile0.533
Maximum0.999
Range0.98933
Interquartile range (IQR)0.15785

Descriptive statistics

Standard deviation0.1590732298
Coefficient of variation (CV)0.8280830928
Kurtosis5.183385052
Mean0.1920981495
Median Absolute Deviation (MAD)0.0558
Skewness2.104336497
Sum4674.51637
Variance0.02530429243
2021-11-19T12:38:07.599047image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1062020.7%
 
0.1112000.7%
 
0.1071970.7%
 
0.1081890.6%
 
0.111850.6%
 
0.1051830.6%
 
0.1141800.6%
 
0.1091790.6%
 
0.1121760.6%
 
0.1041750.6%
 
Other values (1601)2246876.2%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
0.009671< 0.1%
 
0.0131< 0.1%
 
0.01362< 0.1%
 
0.01451< 0.1%
 
0.01461< 0.1%
 
ValueCountFrequency (%) 
0.9991< 0.1%
 
0.9971< 0.1%
 
0.9911< 0.1%
 
0.992< 0.1%
 
0.9892< 0.1%
 

valence
Real number (ℝ≥0)

MISSING

Distinct count1103
Unique (%)4.5%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean0.6017455782033369
Minimum0.0
Maximum0.991
Zeros1
Zeros (%)< 0.1%
Memory size230.5 KiB
2021-11-19T12:38:07.756925image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile0.189
Q10.415
median0.622
Q30.802
95-th percentile0.955
Maximum0.991
Range0.991
Interquartile range (IQR)0.387

Descriptive statistics

Standard deviation0.2386449117
Coefficient of variation (CV)0.3965877281
Kurtosis-0.9403941207
Mean0.6017455782
Median Absolute Deviation (MAD)0.192
Skewness-0.2710511243
Sum14642.8769
Variance0.0569513939
2021-11-19T12:38:07.919398image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.9611360.5%
 
0.9631180.4%
 
0.9621180.4%
 
0.9641000.3%
 
0.965910.3%
 
0.96830.3%
 
0.966710.2%
 
0.969580.2%
 
0.967570.2%
 
0.926560.2%
 
Other values (1093)2344679.5%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
01< 0.1%
 
0.03491< 0.1%
 
0.03521< 0.1%
 
0.03591< 0.1%
 
0.03611< 0.1%
 
ValueCountFrequency (%) 
0.9911< 0.1%
 
0.991< 0.1%
 
0.9891< 0.1%
 
0.9881< 0.1%
 
0.9871< 0.1%
 

tempo
Real number (ℝ≥0)

MISSING

Distinct count20485
Unique (%)84.2%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean120.27606599819183
Minimum0.0
Maximum241.009
Zeros1
Zeros (%)< 0.1%
Memory size230.5 KiB
2021-11-19T12:38:08.094259image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile79.15565
Q199.06075
median118.9105
Q3136.48375
95-th percentile173.828
Maximum241.009
Range241.009
Interquartile range (IQR)37.423

Descriptive statistics

Standard deviation28.04693691
Coefficient of variation (CV)0.2331880136
Kurtosis0.01715271641
Mean120.276066
Median Absolute Deviation (MAD)18.9255
Skewness0.5139289391
Sum2926797.79
Variance786.6306703
2021-11-19T12:38:08.261959image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
119.9878< 0.1%
 
119.9917< 0.1%
 
99.9916< 0.1%
 
140.0226< 0.1%
 
119.9996< 0.1%
 
119.9866< 0.1%
 
1166< 0.1%
 
125.0086< 0.1%
 
120.086< 0.1%
 
128.0026< 0.1%
 
Other values (20475)2427182.3%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
01< 0.1%
 
35.7161< 0.1%
 
36.711< 0.1%
 
37.1141< 0.1%
 
47.941< 0.1%
 
ValueCountFrequency (%) 
241.0091< 0.1%
 
233.4291< 0.1%
 
216.21< 0.1%
 
213.7371< 0.1%
 
211.2611< 0.1%
 

time_signature
Real number (ℝ≥0)

MISSING

Distinct count5
Unique (%)< 0.1%
Missing5169
Missing (%)17.5%
Infinite0
Infinite (%)0.0%
Mean3.931577217062546
Minimum0.0
Maximum5.0
Zeros2
Zeros (%)< 0.1%
Memory size230.5 KiB
2021-11-19T12:38:08.431958image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile3
Q14
median4
Q34
95-th percentile4
Maximum5
Range5
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.3208578217
Coefficient of variation (CV)0.08161045912
Kurtosis31.00434877
Mean3.931577217
Median Absolute Deviation (MAD)0
Skewness-4.348588928
Sum95671
Variance0.1029497418
2021-11-19T12:38:08.595804image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
42248976.2%
 
315645.3%
 
51860.6%
 
1930.3%
 
02< 0.1%
 
(Missing)516917.5%
 
ValueCountFrequency (%) 
02< 0.1%
 
1930.3%
 
315645.3%
 
42248976.2%
 
51860.6%
 
ValueCountFrequency (%) 
51860.6%
 
42248976.2%
 
315645.3%
 
1930.3%
 
02< 0.1%
 

spotify_track_popularity
Real number (ℝ≥0)

MISSING

Distinct count101
Unique (%)0.4%
Missing5106
Missing (%)17.3%
Infinite0
Infinite (%)0.0%
Mean41.224412837643975
Minimum0.0
Maximum100.0
Zeros280
Zeros (%)0.9%
Memory size230.5 KiB
2021-11-19T12:38:08.761479image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile4
Q123
median43
Q359
95-th percentile76
Maximum100
Range100
Interquartile range (IQR)36

Descriptive statistics

Standard deviation22.47740512
Coefficient of variation (CV)0.5452450034
Kurtosis-0.981106233
Mean41.22441284
Median Absolute Deviation (MAD)18
Skewness-0.0593203259
Sum1005752
Variance505.2337408
2021-11-19T12:38:08.925991image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
443981.3%
 
533971.3%
 
473941.3%
 
573921.3%
 
523831.3%
 
483811.3%
 
543741.3%
 
453701.3%
 
553701.3%
 
583631.2%
 
Other values (91)2057569.7%
 
(Missing)510617.3%
 
ValueCountFrequency (%) 
02800.9%
 
12340.8%
 
22210.7%
 
32410.8%
 
42500.8%
 
ValueCountFrequency (%) 
1002< 0.1%
 
991< 0.1%
 
982< 0.1%
 
975< 0.1%
 
966< 0.1%
 

Interactions

2021-11-19T12:37:27.779424image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:28.356039image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:28.566407image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:28.755375image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:28.939374image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:29.129861image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:29.313166image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:29.514154image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:29.708159image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:29.898071image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:30.090502image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:30.279761image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:30.467794image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:30.658257image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:30.848256image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:31.031391image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:31.219001image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:31.393501image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:31.575248image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:31.765255image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:31.951331image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:32.224083image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:32.409157image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:32.590170image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:32.772500image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:32.955504image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:33.167499image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:33.356501image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:33.545484image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:33.737544image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:33.924547image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:34.108564image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:34.283718image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:34.470253image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:34.657440image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:34.844870image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:35.027569image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:35.208572image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:35.389489image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:35.576125image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:35.789127image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:35.967669image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:36.144852image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:36.330497image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:36.584501image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:36.865498image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:37.098075image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:37.346070image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:37.677105image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:37.868264image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:38.064238image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:38.248736image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:38.424737image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:38.617708image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:38.805735image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:38.992740image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:39.175739image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:39.362708image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:39.554708image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:39.737673image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:39.941094image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:40.133736image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:40.321408image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:40.502243image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:40.688165image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:40.874383image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:41.058880image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:41.238395image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:41.419898image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:41.603791image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:41.783760image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:41.962527image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:42.140029image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:42.325488image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:42.507132image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:42.699081image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:42.900051image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:43.105084image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:43.286345image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:43.479202image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:43.675495image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:43.858617image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:44.176475image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:44.373569image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:44.558658image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:44.749135image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:44.930126image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:45.116024image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:45.304345image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:45.486031image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:45.674131image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:45.861214image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:46.055038image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:46.239412image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:46.420480image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:46.606925image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:46.799407image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:46.977615image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:47.168611image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:47.354661image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:47.541173image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:47.727729image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:47.904730image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:48.091086image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:48.283972image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:48.465936image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:48.658542image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:48.844572image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:49.026052image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:49.207934image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:49.392916image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:49.585901image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:49.772903image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:49.956899image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:50.143926image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:50.323130image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:50.503406image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:50.689657image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:50.880995image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:51.070704image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:51.257703image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:51.443430image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:51.628498image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:51.810509image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:52.153544image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:52.338206image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:52.533185image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:52.712919image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:52.897868image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:53.088732image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:53.279743image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:53.479499image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:53.665039image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:53.858879image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:54.044260image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:54.222119image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:54.405898image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:54.591381image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:54.773975image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:54.953543image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:55.141866image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:55.323604image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:55.515667image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:55.704082image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:55.901085image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:56.089413image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:56.274400image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:56.458238image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:56.644529image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:56.832029image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:57.018921image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:57.204899image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:57.388279image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:57.574357image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:57.759135image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:57.949662image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:58.139274image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:58.329917image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:58.520919image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:58.709916image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:58.890431image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:59.077041image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:59.260606image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:59.452907image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:59.629875image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:37:59.824904image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:38:00.007780image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:38:00.211777image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:38:00.402969image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Correlations

2021-11-19T12:38:09.164878image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
2021-11-19T12:38:09.466847image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
2021-11-19T12:38:09.735467image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
2021-11-19T12:38:10.008055image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

2021-11-19T12:38:00.931998image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:38:01.350986image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:38:02.441087image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/
2021-11-19T12:38:02.969426image/svg+xmlMatplotlib v3.4.3, https://matplotlib.org/

Sample

First rows

song_idperformersongspotify_genrespotify_track_idspotify_track_preview_urlspotify_track_duration_msspotify_track_explicitspotify_track_albumdanceabilityenergykeyloudnessmodespeechinessacousticnessinstrumentalnesslivenessvalencetempotime_signaturespotify_track_popularity
0-twistin'-White Silver SandsBill Black's ComboBill Black's Combo-twistin'-White Silver Sands[]NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1¿Dònde Està Santa Claus? (Where Is Santa Claus?)Augie RiosAugie Rios¿Dònde Està Santa Claus? (Where Is Santa Claus?)['novelty']NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2......And Roses And RosesAndy WilliamsAndy Williams......And Roses And Roses['adult standards', 'brill building pop', 'easy listening', 'mellow gold']3tvqPPpXyIgKrm4PR9HCf0https://p.scdn.co/mp3-preview/cef4883cfd1e0e5312be7ccce98176cff46d7879?cid=b8d3901151d34489a160e3cf0ab1fa94166106.0FalseThe Essential Andy Williams0.1540.1855.0-14.0631.00.03150.911000.0002670.1120.15083.9694.038.0
3...And Then There Were DrumsSandy NelsonSandy Nelson...And Then There Were Drums['rock-and-roll', 'space age pop', 'surf music']1fHHq3qHU8wpRKHzhojZ4aNaN172066.0FalseCompelling Percussion0.5880.67211.0-17.2780.00.03610.002560.7450000.1450.801121.9624.011.0
4...Baby One More TimeBritney SpearsBritney Spears...Baby One More Time['dance pop', 'pop', 'post-teen pop']3MjUtNVVq3C8Fn0MP3zhXahttps://p.scdn.co/mp3-preview/da2134a161f1cb34d17c2d6d7e77cc93d1c1e6f7?cid=b8d3901151d34489a160e3cf0ab1fa94211066.0False...Baby One More Time (Digital Deluxe Version)0.7590.6990.0-5.7450.00.03070.202000.0001310.4430.90792.9604.077.0
5...Ready For It?Taylor SwiftTaylor Swift...Ready For It?['pop', 'post-teen pop']2yLa0QULdQr0qAIvVwN6B5NaN208186.0False{'album_type': 'album', 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/06HL4z0CvFAxyc27GXpf02'}, 'href': 'https://api.spotify.com/v1/artists/06HL4z0CvFAxyc27GXpf02', 'id': '06HL4z0CvFAxyc27GXpf02', 'name': 'Taylor Swift', 'type': 'artist', 'uri': 'spotify:artist:06HL4z0CvFAxyc27GXpf02'}], 'available_markets': ['AD', 'AE', 'AG', 'AL', 'AM', 'AO', 'AR', 'AT', 'AU', 'AZ', 'BA', 'BB', 'BD', 'BE', 'BF', 'BG', 'BH', 'BI', 'BJ', 'BN', 'BO', 'BR', 'BS', 'BT', 'BW', 'BY', 'BZ', 'CA', 'CH', 'CI', 'CL', 'CM', 'CO', 'CR', 'CV', 'CW', 'CY', 'CZ', 'DE', 'DJ', 'DK', 'DM', 'DO', 'DZ', 'EC', 'EE', 'EG', 'ES', 'FI', 'FJ', 'FM', 'FR', 'GA', 'GB', 'GD', 'GE', 'GH', 'GM', 'GN', 'GQ', 'GR', 'GT', 'GW', 'GY', 'HK', 'HN', 'HR', 'HT', 'HU', 'ID', 'IE', 'IL', 'IN', 'IS', 'IT', 'JM', 'JO', 'JP', 'KE', 'KG', 'KH', 'KI', 'KM', 'KN', 'KR', 'KW', 'KZ', 'LA', 'LB', 'LC', 'LI', 'LK', 'LR', 'LS', 'LT', 'LU', 'LV', 'MA', 'MC', 'MD', 'ME', 'MG', 'MH', 'MK', 'ML', 'MN', 'MO', 'MR', 'MT', 'MU', 'MV', 'MW', 'MX', 'MY', 'MZ', 'NA', 'NE', 'NG', 'NI', 'NL', 'NO', 'NP', 'NR', 'NZ', 'OM', 'PA', 'PE', 'PG', 'PH', 'PK', 'PL', 'PS', 'PT', 'PW', 'PY', 'QA', 'RO', 'RS', 'RU', 'RW', 'SA', 'SB', 'SC', 'SE', 'SG', 'SI', 'SK', 'SL', 'SM', 'SN', 'SR', 'ST', 'SV', 'SZ', 'TD', 'TG', 'TH', 'TL', 'TN', 'TO', 'TR', 'TT', 'TV', 'TW', 'TZ', 'UA', 'UG', 'US', 'UY', 'UZ', 'VC', 'VN', 'VU', 'WS', 'XK', 'ZA', 'ZM', 'ZW'], 'external_urls': {'spotify': 'https://open.spotify.com/album/6DEjYFkNZh67HP7R9PSZvv'}, 'href': 'https://api.spotify.com/v1/albums/6DEjYFkNZh67HP7R9PSZvv', 'id': '6DEjYFkNZh67HP7R9PSZvv', 'images': [{'height': 640, 'url': 'https://i.scdn.co/image/ab67616d0000b273da5d5aeeabacacc1263c0f4b', 'width': 640}, {'height': 300, 'url': 'https://i.scdn.co/image/ab67616d00001e02da5d5aeeabacacc1263c0f4b', 'width': 300}, {'height': 64, 'url': 'https://i.scdn.co/image/ab67616d00004851da5d5aeeabacacc1263c0f4b', 'width': 64}], 'name': 'reputation', 'release_date': '2017-11-10', 'release_date_precision': 'day', 'total_tracks': 15, 'type': 'album', 'uri': 'spotify:album:6DEjYFkNZh67HP7R9PSZvv'}0.6130.7642.0-6.5091.00.13600.052700.0000000.1970.417160.0154.073.0
6'03 Bonnie & ClydeJay-Z Featuring Beyonce KnowlesJay-Z Featuring Beyonce Knowles'03 Bonnie & Clyde['east coast hip hop', 'hip hop', 'pop rap', 'rap', 'southern hip hop']5ljCWsDlSyJ41kwqym2ORwNaN205560.0TrueThe Blueprint 2 The Gift & The CurseNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN61.0
7'65 Love AffairPaul DavisPaul Davis'65 Love Affair['album rock', 'bubblegum pop', 'country rock', 'folk rock', 'mellow gold', 'new wave pop', 'soft rock', 'yacht rock']5nBp8F6tekSrnFg8G2Pvughttps://p.scdn.co/mp3-preview/a701445830ecacfb521200da9507753586200453?cid=b8d3901151d34489a160e3cf0ab1fa94219813.0FalseRadio Hits Of the '80s0.6470.6862.0-4.2470.00.02740.432000.0000060.1330.952155.6974.040.0
8'98 Thug ParadiseTragedy, Capone, InfiniteTragedy, Capone, Infinite'98 Thug Paradise['english indie rock']NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
9'Round We GoBig SisterBig Sister'Round We Go[]NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN

Last rows

song_idperformersongspotify_genrespotify_track_idspotify_track_preview_urlspotify_track_duration_msspotify_track_explicitspotify_track_albumdanceabilityenergykeyloudnessmodespeechinessacousticnessinstrumentalnesslivenessvalencetempotime_signaturespotify_track_popularity
29493Zing Went The Strings Of My HeartThe TrammpsThe TrammpsZing Went The Strings Of My Heart['disco', 'motown', 'philly soul', 'post-disco']6QkdsyKK6Pq2wWuSgnpgQihttps://p.scdn.co/mp3-preview/b89d82622921dbd2ea6c791e192ce97e99565a19?cid=b8d3901151d34489a160e3cf0ab1fa94202693.0FalseThe Trammps0.6670.8514.0-5.2571.00.06290.033800.0000010.31800.830120.1324.032.0
29494Zing! Went The Strings Of My HeartThe FurysThe FurysZing! Went The Strings Of My Heart[]NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
29495Zip CodeThe Five AmericansThe Five AmericansZip Code['bubblegum pop', 'classic garage rock', 'freakbeat']7hTW791CEdFSlw2wouCVYPhttps://p.scdn.co/mp3-preview/dbdb31b788ce42e4c040f368ea748ed03feeff0f?cid=b8d3901151d34489a160e3cf0ab1fa94175040.0FalseThe Five Americans (Rerecorded Versions)0.3930.5949.0-5.9861.00.02670.039400.0000000.04790.927139.5354.05.0
29496Zip-A-Dee Doo-DahBob B. Soxx And The Blue JeansBob B. Soxx And The Blue JeansZip-A-Dee Doo-Dah['brill building pop']NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
29497ZombieBad WolvesBad WolvesZombie['alternative metal', 'metal', 'post-grunge']1vNoA9F5ASnlBISFekDmg3https://p.scdn.co/mp3-preview/4978147ac417f06049825616fdd66cabdb566ae7?cid=b8d3901151d34489a160e3cf0ab1fa94254805.0FalseZombie0.4480.8262.0-3.2440.00.03190.007560.0000000.11700.19077.0934.074.0
29498Zoo YorkLil Tjay Featuring Fivio Foreign & Pop SmokeLil Tjay Featuring Fivio Foreign & Pop SmokeZoo YorkNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
29499ZoomFutureFutureZoom['atl hip hop', 'hip hop', 'pop rap', 'rap', 'southern hip hop', 'trap']2IG6Te7JyvrtqhFeOF7le4https://p.scdn.co/mp3-preview/cb8fde6edc08e70a9650ca877a8c53b2ecf980fd?cid=b8d3901151d34489a160e3cf0ab1fa94278429.0TrueFUTURE0.8520.4389.0-7.6731.00.42600.014500.0000000.26300.627150.9454.051.0
29500ZoomLil' Boosie Featuring Yung JocLil' Boosie Featuring Yung JocZoom['baton rouge rap', 'deep southern trap']NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
29501Zorba The GreekHerb Alpert & The Tijuana BrassHerb Alpert & The Tijuana BrassZorba The Greek['adult standards', 'easy listening', 'lounge']3WLEVNohakzZmMpN5W7mHKhttps://p.scdn.co/mp3-preview/1841a4034ba42fc07df76af815ba62f4b206466b?cid=b8d3901151d34489a160e3cf0ab1fa94264853.0False!!!Going Places!!!0.5310.6425.0-12.7021.00.32300.154000.2790000.05840.19282.1074.035.0
29502Zunga ZengK7K7Zunga Zeng['freestyle']0XevPPcCBPovknaBw3lFvhhttps://p.scdn.co/mp3-preview/8d5174aeb7d6b7409b7e36dfc42082d9d8a32e6a?cid=b8d3901151d34489a160e3cf0ab1fa94273000.0FalseSwing Batta Swing!0.8460.6571.0-9.6421.00.14000.047800.0003630.03920.619103.7434.028.0

Duplicate rows

Most frequent

song_idperformersongspotify_genrespotify_track_idspotify_track_preview_urlspotify_track_duration_msspotify_track_explicitspotify_track_albumdanceabilityenergykeyloudnessmodespeechinessacousticnessinstrumentalnesslivenessvalencetempotime_signaturespotify_track_popularitycount
0Bad Bad BadYoung Thug Featuring Lil BabyYoung Thug Featuring Lil BabyBad Bad Bad['atl hip hop', 'atl trap', 'gangster rap', 'melodic rap', 'pop rap', 'rap', 'trap']1GeNui6m825V8jP4uKiIaHhttps://p.scdn.co/mp3-preview/909f15e56869916ec4a0b8bc846c6282fab32a44?cid=b8d3901151d34489a160e3cf0ab1fa94149040.0TrueSo Much Fun0.9740.5966.0-8.8881.00.18400.097600.0000000.15100.892111.9594.082.02
1Beer Never Broke My HeartLuke CombsLuke CombsBeer Never Broke My Heart['contemporary country']3RzcoFkZ0AOp2nH71jP504https://p.scdn.co/mp3-preview/6a1fbf9017964d3ad2d1f11cf9288bc2eadd9c04?cid=b8d3901151d34489a160e3cf0ab1fa94186733.0FalseWhat You See Is What You Get0.5400.8631.0-4.4831.00.04810.013800.0000000.08740.64077.0004.079.02
2EarfquakeTyler, The CreatorTyler, The CreatorEarfquake['hip hop', 'rap']5hVghJ4KaYES3BFUATCYn0https://p.scdn.co/mp3-preview/d6528c193bac76f7a04bdf1ea9453ec016a94f88?cid=b8d3901151d34489a160e3cf0ab1fa94190066.0TrueIGOR0.5540.4989.0-8.8661.00.06850.230000.0000060.79500.41379.6354.085.02
3JuiceLizzoLizzoJuice['escape room', 'minnesota hip hop', 'pop', 'pop rap', 'trap queen']0k664IuFwVP557Gnx7RhIlhttps://p.scdn.co/mp3-preview/7ca1598cec36c49118562b02491b9a030e233d88?cid=b8d3901151d34489a160e3cf0ab1fa94195144.0TrueCuz I Love You0.7670.8897.0-2.9881.00.09630.006110.0000000.40200.843119.9304.082.02
4Life Goes OnBTSBTSLife Goes On['k-pop', 'k-pop boy group']249gnXrbfmV8NG6jTEMSwDhttps://p.scdn.co/mp3-preview/9dc29ff47cbdda2d3c5a66b3fabf9c7420f62950?cid=b8d3901151d34489a160e3cf0ab1fa94207481.0False{'album_type': 'album', 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3Nrfpe0tUJi4K4DXYWgMUX'}, 'href': 'https://api.spotify.com/v1/artists/3Nrfpe0tUJi4K4DXYWgMUX', 'id': '3Nrfpe0tUJi4K4DXYWgMUX', 'name': 'BTS', 'type': 'artist', 'uri': 'spotify:artist:3Nrfpe0tUJi4K4DXYWgMUX'}], 'available_markets': ['AD', 'AE', 'AG', 'AL', 'AM', 'AO', 'AR', 'AT', 'AU', 'AZ', 'BA', 'BB', 'BD', 'BE', 'BF', 'BG', 'BH', 'BI', 'BJ', 'BN', 'BO', 'BR', 'BS', 'BT', 'BW', 'BY', 'BZ', 'CA', 'CH', 'CI', 'CL', 'CM', 'CO', 'CR', 'CV', 'CY', 'CZ', 'DE', 'DJ', 'DK', 'DM', 'DO', 'DZ', 'EC', 'EE', 'EG', 'ES', 'FI', 'FJ', 'FM', 'FR', 'GA', 'GB', 'GD', 'GE', 'GH', 'GM', 'GN', 'GQ', 'GR', 'GT', 'GW', 'GY', 'HK', 'HN', 'HR', 'HT', 'HU', 'ID', 'IE', 'IL', 'IN', 'IS', 'IT', 'JM', 'JO', 'JP', 'KE', 'KG', 'KH', 'KI', 'KM', 'KN', 'KW', 'KZ', 'LA', 'LB', 'LC', 'LI', 'LK', 'LR', 'LS', 'LT', 'LU', 'LV', 'MA', 'MC', 'MD', 'ME', 'MG', 'MH', 'MK', 'ML', 'MN', 'MO', 'MR', 'MT', 'MU', 'MV', 'MW', 'MX', 'MY', 'MZ', 'NA', 'NE', 'NG', 'NI', 'NL', 'NO', 'NP', 'NR', 'NZ', 'OM', 'PA', 'PE', 'PG', 'PH', 'PK', 'PL', 'PS', 'PT', 'PW', 'PY', 'QA', 'RO', 'RS', 'RU', 'RW', 'SA', 'SB', 'SC', 'SE', 'SG', 'SI', 'SK', 'SL', 'SM', 'SN', 'SR', 'ST', 'SV', 'SZ', 'TD', 'TG', 'TH', 'TL', 'TN', 'TO', 'TR', 'TT', 'TV', 'TW', 'TZ', 'UA', 'UG', 'US', 'UY', 'UZ', 'VC', 'VN', 'VU', 'WS', 'XK', 'ZA', 'ZM', 'ZW'], 'external_urls': {'spotify': 'https://open.spotify.com/album/2qehskW9lYGWfYb0xPZkrS'}, 'href': 'https://api.spotify.com/v1/albums/2qehskW9lYGWfYb0xPZkrS', 'id': '2qehskW9lYGWfYb0xPZkrS', 'images': [{'height': 640, 'url': 'https://i.scdn.co/image/ab67616d0000b2733deb4b0115410a85afe31c29', 'width': 640}, {'height': 300, 'url': 'https://i.scdn.co/image/ab67616d00001e023deb4b0115410a85afe31c29', 'width': 300}, {'height': 64, 'url': 'https://i.scdn.co/image/ab67616d000048513deb4b0115410a85afe31c29', 'width': 64}], 'name': 'BE', 'release_date': '2020-11-20', 'release_date_precision': 'day', 'total_tracks': 8, 'type': 'album', 'uri': 'spotify:album:2qehskW9lYGWfYb0xPZkrS'}0.5660.7161.0-5.7331.00.04240.006910.0000000.37000.45081.0684.087.02
5Lil BabyYoung ThugYoung ThugLil Baby['atl hip hop', 'atl trap', 'gangster rap', 'melodic rap', 'pop rap', 'rap', 'trap']1GeNui6m825V8jP4uKiIaHhttps://p.scdn.co/mp3-preview/909f15e56869916ec4a0b8bc846c6282fab32a44?cid=b8d3901151d34489a160e3cf0ab1fa94149040.0TrueSo Much Fun0.9740.5966.0-8.8881.00.18400.097600.0000000.15100.892111.9594.082.02
6ONBTSBTSON['k-pop', 'k-pop boy group']249gnXrbfmV8NG6jTEMSwDhttps://p.scdn.co/mp3-preview/9dc29ff47cbdda2d3c5a66b3fabf9c7420f62950?cid=b8d3901151d34489a160e3cf0ab1fa94207481.0False{'album_type': 'album', 'artists': [{'external_urls': {'spotify': 'https://open.spotify.com/artist/3Nrfpe0tUJi4K4DXYWgMUX'}, 'href': 'https://api.spotify.com/v1/artists/3Nrfpe0tUJi4K4DXYWgMUX', 'id': '3Nrfpe0tUJi4K4DXYWgMUX', 'name': 'BTS', 'type': 'artist', 'uri': 'spotify:artist:3Nrfpe0tUJi4K4DXYWgMUX'}], 'available_markets': ['AD', 'AE', 'AG', 'AL', 'AM', 'AO', 'AR', 'AT', 'AU', 'AZ', 'BA', 'BB', 'BD', 'BE', 'BF', 'BG', 'BH', 'BI', 'BJ', 'BN', 'BO', 'BR', 'BS', 'BT', 'BW', 'BY', 'BZ', 'CA', 'CH', 'CI', 'CL', 'CM', 'CO', 'CR', 'CV', 'CY', 'CZ', 'DE', 'DJ', 'DK', 'DM', 'DO', 'DZ', 'EC', 'EE', 'EG', 'ES', 'FI', 'FJ', 'FM', 'FR', 'GA', 'GB', 'GD', 'GE', 'GH', 'GM', 'GN', 'GQ', 'GR', 'GT', 'GW', 'GY', 'HK', 'HN', 'HR', 'HT', 'HU', 'ID', 'IE', 'IL', 'IN', 'IS', 'IT', 'JM', 'JO', 'JP', 'KE', 'KG', 'KH', 'KI', 'KM', 'KN', 'KW', 'KZ', 'LA', 'LB', 'LC', 'LI', 'LK', 'LR', 'LS', 'LT', 'LU', 'LV', 'MA', 'MC', 'MD', 'ME', 'MG', 'MH', 'MK', 'ML', 'MN', 'MO', 'MR', 'MT', 'MU', 'MV', 'MW', 'MX', 'MY', 'MZ', 'NA', 'NE', 'NG', 'NI', 'NL', 'NO', 'NP', 'NR', 'NZ', 'OM', 'PA', 'PE', 'PG', 'PH', 'PK', 'PL', 'PS', 'PT', 'PW', 'PY', 'QA', 'RO', 'RS', 'RU', 'RW', 'SA', 'SB', 'SC', 'SE', 'SG', 'SI', 'SK', 'SL', 'SM', 'SN', 'SR', 'ST', 'SV', 'SZ', 'TD', 'TG', 'TH', 'TL', 'TN', 'TO', 'TR', 'TT', 'TV', 'TW', 'TZ', 'UA', 'UG', 'US', 'UY', 'UZ', 'VC', 'VN', 'VU', 'WS', 'XK', 'ZA', 'ZM', 'ZW'], 'external_urls': {'spotify': 'https://open.spotify.com/album/2qehskW9lYGWfYb0xPZkrS'}, 'href': 'https://api.spotify.com/v1/albums/2qehskW9lYGWfYb0xPZkrS', 'id': '2qehskW9lYGWfYb0xPZkrS', 'images': [{'height': 640, 'url': 'https://i.scdn.co/image/ab67616d0000b2733deb4b0115410a85afe31c29', 'width': 640}, {'height': 300, 'url': 'https://i.scdn.co/image/ab67616d00001e023deb4b0115410a85afe31c29', 'width': 300}, {'height': 64, 'url': 'https://i.scdn.co/image/ab67616d000048513deb4b0115410a85afe31c29', 'width': 64}], 'name': 'BE', 'release_date': '2020-11-20', 'release_date_precision': 'day', 'total_tracks': 8, 'type': 'album', 'uri': 'spotify:album:2qehskW9lYGWfYb0xPZkrS'}0.5660.7161.0-5.7331.00.04240.006910.0000000.37000.45081.0684.087.02
7Old Town RoadLil Nas X Featuring Billy Ray CyrusLil Nas X Featuring Billy Ray CyrusOld Town Road['country rap', 'lgbtq+ hip hop', 'pop rap']2YpeDb67231RjR0MgVLzsGhttps://p.scdn.co/mp3-preview/d94ec2ebe62fd52cf038760f57c251c145346bb2?cid=b8d3901151d34489a160e3cf0ab1fa94157066.0False7 EP0.8780.6196.0-5.5601.00.10200.053300.0000000.11300.639136.0414.091.02